By Idil Onen

For many graduate students, the cover letter used to apply for non-academic jobs is one of the most intimidating parts of the job application process. What tone should you use, and how do you tailor it? How do you avoid just repeating your résumé? And how do you translate years of academic training into language that resonates with employers outside academia?

These questions were covered during our recent webinar, “The Art of the Cover Letter: Crafting a Message that Gets You Noticed.” This blog post breaks down the strategies shared in that workshop, along with solutions to the challenges we see most often from GC students.

Whether you are applying for nonprofit roles, policy positions, administrative work, communications jobs, or research positions, these principles will help you tell your story clearly and persuasively.

Start With Preparation: Know the Employer and Know Yourself

Before you begin writing, take time to understand the organization’s mission, the communities they serve, and their recent initiatives or publications. Pay attention to the language they use when describing their programs. This step will help you explain in your cover letter why you are genuinely interested in the role and organization, rather than expressing generic enthusiasm, “I’m excited about this role.”

Next, dig into the job description. Highlight the required and preferred skills. Notice which keywords appear multiple times. Look at what falls at the top of the task list, as those aspects typically matter most to the employer.

Then ask yourself: What are the three or four strengths I most want this person to remember about me? Which experiences best show that I am a strong fit? You will incorporate these strengths into your introduction paragraph, as discussed below.

Connect the Dots

A lot of GC students are navigating transitions, from humanities to nonprofits, sciences to teaching, social sciences to communications. It’s common, but you still need to help employers understand the logic of your path.

A sentence or two is usually enough, such as Through my service roles at the GC, I discovered how much I enjoy planning and implementing events… or Working with teens through Strong Start sparked my commitment to education.

You can also re-frame your background as an asset: My training in literary analysis has sharpened my ability to identify patterns in complex information—a skill I’m eager to apply to policy research. The key is showing how your skills and experiences fit what the employer is looking for.

Use a Clear Structure That Guides the Reader

Most non-academic cover letters follow a straightforward three-part format. Think of it as a roadmap. This keeps your letter focused and easy to skim, exactly what hiring managers need.

The introduction should be one paragraph. Name the position, explain how you found it (mention a referral if you have one), show genuine interest in the organization (as mentioned above), and preview those three or four strengths you’ll expand on later. Think of this as your movie trailer. It should make the reader want to continue.

The body is where you show, not tell. And this is crucial. Do not just write “I have strong research skills.” Instead, describe what you actually did: My thesis involved conducting interviews with financial regulators in 10 countries and synthesizing complex data into clear recommendations—skills I’d bring to your policy team. Or instead of claiming you’re a strong communicator, try something like: As a TA for Introduction to Psychology, I translated complex theories for 80 undergraduates and consistently received positive feedback on my clarity.

Here you are building a bridge between your résumé and the position. You are selecting your most relevant experiences and showing how they translate to this specific job. When you describe what you have done, try to include the context, your actions, and the results. And yes, you can absolutely draw from graduate work—research, teaching, service, writing, and project management. Consider which experiences most highlight those three to four strengths you mentioned in the introduction, and describe what you did in these roles with impact.

The conclusion should be short and confident. Reaffirm your enthusiasm, remind them about your three to four strengths you’ve highlighted throughout your letter, align yourself with their mission, include any details they’ve requested (like start date or availability), and end with something forward-looking: “I welcome the opportunity to discuss how my background can contribute to your team.”

Tailor Your Letter—It Really Does Make All the Difference

Employers can spot a generic cover letter immediately, and it signals that you are not fully invested. You do not need to rewrite the entire letter for each application, but you do need to make it specific. Mirror the language from the job posting. Mention a particular program or initiative you found on their website. Choose the accomplishments that most directly match what they need.

A Note on AI and Cover Letters

AI can be useful for brainstorming or identifying keywords. But hiring managers are getting very good at recognizing AI-generated text and notice common phrases when they are reading hundreds of applications.

If useful, use AI as a helper, not a writer. You can ask it to pull keywords from a job description or suggest ways to rephrase an accomplishment you wrote. Avoid simply copying suggestions directly into your cover letter and instead rewrite edits in your own voice.

Conclusion

A strong cover letter shows you have done your homework. It uses concrete examples from your experience. It tells a clear story about why you are a strong fit. And it demonstrates genuine interest in the organization. Most importantly? It makes the reader want to meet you.

If you would like feedback on your draft, we are here to help. You can make a career advising appointment through Handshake or check out sample cover letters and guides on our website.